GPT-5.3 Instant vs GPT-5.2 Instant

Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.

GPT-5.3 Instant has the cleaner overall profile here, landing at 87 versus 85. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

GPT-5.3 Instant's sharpest advantage is in agentic, where it averages 82.9 against 79.6. The single biggest benchmark swing on the page is MRCRv2, 94 to 84. GPT-5.2 Instant does hit back in multilingual, so the answer changes if that is the part of the workload you care about most.

GPT-5.3 Instant is also the more expensive model on tokens at $1.75 input / $14.00 output per 1M tokens, versus $1.50 input / $6.00 output per 1M tokens for GPT-5.2 Instant. That is roughly 2.3x on output cost alone.

Quick Verdict

Pick GPT-5.3 Instant if you want the stronger benchmark profile. GPT-5.2 Instant only becomes the better choice if multilingual is the priority or you want the cheaper token bill.

Agentic

GPT-5.3 Instant

GPT-5.3 Instant

82.9

GPT-5.2 Instant

79.6

86
Terminal-Bench 2.0
83
82
BrowseComp
82
80
OSWorld-Verified
74

Coding

GPT-5.3 Instant

GPT-5.3 Instant

78.7

GPT-5.2 Instant

75.5

88
HumanEval
87
76
SWE-bench Verified
75
75
LiveCodeBench
74
83
SWE-bench Pro
77

Multimodal & Grounded

GPT-5.3 Instant

GPT-5.3 Instant

95

GPT-5.2 Instant

93.1

95
MMMU-Pro
94
95
OfficeQA Pro
92

Reasoning

GPT-5.3 Instant

GPT-5.3 Instant

94.2

GPT-5.2 Instant

90.9

96
SimpleQA
95
94
MuSR
93
97
BBH
96
92
LongBench v2
89
94
MRCRv2
84

Knowledge

GPT-5.3 Instant

GPT-5.3 Instant

80.8

GPT-5.2 Instant

79.8

99
MMLU
98
98
GPQA
97
96
SuperGPQA
95
94
OpenBookQA
93
89
MMLU-Pro
88
44
HLE
43
92
FrontierScience
91

Instruction Following

GPT-5.3 Instant

GPT-5.3 Instant

96

GPT-5.2 Instant

95

96
IFEval
95

Multilingual

GPT-5.2 Instant

GPT-5.3 Instant

93.4

GPT-5.2 Instant

94.4

96
MGSM
95
92
MMLU-ProX
94

Mathematics

Tie

GPT-5.3 Instant

97.2

GPT-5.2 Instant

97.2

99
AIME 2023
99
99
AIME 2024
99
98
AIME 2025
98
95
HMMT Feb 2023
95
97
HMMT Feb 2024
97
96
HMMT Feb 2025
96
96
BRUMO 2025
96
98
MATH-500
98

Frequently Asked Questions

Which is better, GPT-5.3 Instant or GPT-5.2 Instant?

GPT-5.3 Instant is ahead overall, 87 to 85. The biggest single separator in this matchup is MRCRv2, where the scores are 94 and 84.

Which is better for knowledge tasks, GPT-5.3 Instant or GPT-5.2 Instant?

GPT-5.3 Instant has the edge for knowledge tasks in this comparison, averaging 80.8 versus 79.8. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.3 Instant or GPT-5.2 Instant?

GPT-5.3 Instant has the edge for coding in this comparison, averaging 78.7 versus 75.5. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.3 Instant or GPT-5.2 Instant?

GPT-5.3 Instant and GPT-5.2 Instant are effectively tied for math here, both landing at 97.2 on average.

Which is better for reasoning, GPT-5.3 Instant or GPT-5.2 Instant?

GPT-5.3 Instant has the edge for reasoning in this comparison, averaging 94.2 versus 90.9. Inside this category, MRCRv2 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GPT-5.3 Instant or GPT-5.2 Instant?

GPT-5.3 Instant has the edge for agentic tasks in this comparison, averaging 82.9 versus 79.6. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, GPT-5.3 Instant or GPT-5.2 Instant?

GPT-5.3 Instant has the edge for multimodal and grounded tasks in this comparison, averaging 95 versus 93.1. Inside this category, OfficeQA Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, GPT-5.3 Instant or GPT-5.2 Instant?

GPT-5.3 Instant has the edge for instruction following in this comparison, averaging 96 versus 95. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, GPT-5.3 Instant or GPT-5.2 Instant?

GPT-5.2 Instant has the edge for multilingual tasks in this comparison, averaging 94.4 versus 93.4. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

Weekly LLM Benchmark Digest

Get notified when new models drop, benchmark scores change, or the leaderboard shifts. One email per week.

Free. No spam. Unsubscribe anytime. We only store derived location metadata for consent routing.